{"id":"W2119927365","doi":"10.1016/j.jpedsurg.2014.02.066","title":"Practice variation in gastroschisis: Factors influencing closure technique","year":2014,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Congenital Anomalies and Fetal Surgery","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Children's Hospital","funders":"","keywords":"Medicine; Gastroschisis; Univariate analysis; Cohort; Pediatrics; Multivariate analysis; Surgery; Internal medicine; Pregnancy","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002351505,0.0001443341,0.0005091563,0.0007261314,0.00003609273,0.00002509665,0.00005876059,0.000122049,0.00005547164],"category_scores_gemma":[0.004160896,0.0001140069,0.0003172653,0.0006047644,0.00001451687,0.0004647967,0.00002581493,0.0004312584,0.00000593163],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001098862,"about_ca_system_score_gemma":0.0002724221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000507489,"about_ca_topic_score_gemma":0.000002673501,"domain_scores_codex":[0.9981612,0.0001629475,0.0008888866,0.0001264972,0.0004209701,0.000239495],"domain_scores_gemma":[0.9968888,0.001737509,0.0007684157,0.0001383155,0.0003042078,0.0001627358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002623404,0.0001769694,0.9934656,0.00006671034,0.00003878963,0.000148031,0.0001893492,0.00001239062,0.001458174,0.00001446258,0.001729877,0.002437307],"study_design_scores_gemma":[0.0003818212,0.000182975,0.9924114,0.00007324571,0.0002780228,0.0003570744,0.0002510258,0.00001738439,0.0002301048,0.00008010307,0.005583097,0.0001537664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964833,0.000550363,0.001112766,0.0004439409,0.000674484,0.0001084497,0.000001370876,0.00001714371,0.0006082282],"genre_scores_gemma":[0.9956599,0.0003444389,0.00106534,0.0002652144,0.002606985,0.000003566774,0.000001745329,0.00001854463,0.00003427555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00385322,"threshold_uncertainty_score":0.4981282,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.014310177588782,"score_gpt":0.2479785131708839,"score_spread":0.2336683355821019,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}